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math_util.h 2.4 kB

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  1. /**
  2. * Copyright 2019-2020 Huawei Technologies Co., Ltd
  3. *
  4. * Licensed under the Apache License, Version 2.0 (the "License");
  5. * you may not use this file except in compliance with the License.
  6. * You may obtain a copy of the License at
  7. *
  8. * http://www.apache.org/licenses/LICENSE-2.0
  9. *
  10. * Unless required by applicable law or agreed to in writing, software
  11. * distributed under the License is distributed on an "AS IS" BASIS,
  12. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. * See the License for the specific language governing permissions and
  14. * limitations under the License.
  15. */
  16. #ifndef GE_COMMON_MATH_UTIL_H_
  17. #define GE_COMMON_MATH_UTIL_H_
  18. #include <securec.h>
  19. #include <algorithm>
  20. #include <cmath>
  21. #include "Eigen/Eigen"
  22. #include "framework/common/debug/log.h"
  23. #include "framework/common/types.h"
  24. #include "framework/common/util.h"
  25. #include "mmpa/mmpa_api.h"
  26. #include "unsupported/Eigen/CXX11/Tensor"
  27. namespace ge {
  28. /**
  29. * @ingroup domi_calibration
  30. * @brief Initializes an input array to a specified value
  31. * @param [in] n array initialization length
  32. * @param [in] alpha initialization value
  33. * @param [out] output array to be initialized
  34. * @return Status
  35. */
  36. template <typename Dtype>
  37. Status NnSet(const int32_t n, const Dtype alpha, Dtype *output) {
  38. GE_CHECK_NOTNULL(output);
  39. if (alpha == 0) {
  40. if (sizeof(Dtype) * n < SECUREC_MEM_MAX_LEN) {
  41. errno_t err = memset_s(output, sizeof(Dtype) * n, 0, sizeof(Dtype) * n);
  42. GE_CHK_BOOL_RET_STATUS(err == EOK, PARAM_INVALID, "memset_s err");
  43. } else {
  44. uint64_t size = static_cast<uint64_t>(sizeof(Dtype) * n);
  45. uint64_t step = SECUREC_MEM_MAX_LEN - (SECUREC_MEM_MAX_LEN % sizeof(Dtype));
  46. uint64_t times = size / step;
  47. uint64_t remainder = size % step;
  48. uint64_t i = 0;
  49. while (i < times) {
  50. errno_t err = memset_s(output + i * (step / sizeof(Dtype)), step, 0, step);
  51. GE_CHK_BOOL_RET_STATUS(err == EOK, PARAM_INVALID, "memset_s err");
  52. i++;
  53. }
  54. if (remainder != 0) {
  55. errno_t err = memset_s(output + i * (step / sizeof(Dtype)), remainder, 0, remainder);
  56. GE_CHK_BOOL_RET_STATUS(err == EOK, PARAM_INVALID, "memset_s err");
  57. }
  58. }
  59. }
  60. for (int32_t i = 0; i < n; ++i) {
  61. output[i] = alpha;
  62. }
  63. return SUCCESS;
  64. }
  65. } // namespace ge
  66. #endif // GE_COMMON_MATH_UTIL_H_

图引擎模块(GE)是MindSpore的一个子模块,其代码由C++实现,位于前端模块ME和底层硬件之间,起到承接作用。图引擎模块以ME下发的图作为输入,然后进行一系列的深度图优化操作,最后输出一张可以在底层硬件上高效运行的图。GE针对昇腾AI处理器的硬件结构特点,做了特定的优化工作,以此来充分发挥出昇腾AI处理器的强大算力。在进行模型训练/推理时,GE会被自动调用而用户并不感知.